Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 15 |
| Missing cells | 46 |
| Missing cells (%) | 11.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.2 KiB |
| Average record size in memory | 216.5 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 22 |
number_of_countries is highly correlated with aminoglycosides_tonnes and 15 other fields | High correlation |
aminoglycosides_tonnes is highly correlated with number_of_countries and 14 other fields | High correlation |
amphenicols_tonnes is highly correlated with number_of_countries and 15 other fields | High correlation |
arsenicals_tonnes is highly correlated with macrolides_tonnes and 5 other fields | High correlation |
cephalosporins__all_generations_tonnes is highly correlated with number_of_countries and 16 other fields | High correlation |
1_2_gen__cephalosporins_tonnes is highly correlated with number_of_countries and 17 other fields | High correlation |
3_4_gen_cephalosporins_tonnes is highly correlated with number_of_countries and 17 other fields | High correlation |
fluoroquinolones_tonnes is highly correlated with number_of_countries and 15 other fields | High correlation |
glycophospholipids_tonnes is highly correlated with nitrofurans_tonnes | High correlation |
lincosamides_tonnes is highly correlated with number_of_countries and 17 other fields | High correlation |
macrolides_tonnes is highly correlated with number_of_countries and 19 other fields | High correlation |
nitrofurans_tonnes is highly correlated with number_of_countries and 10 other fields | High correlation |
orthosomycins_tonnes is highly correlated with arsenicals_tonnes and 12 other fields | High correlation |
other_quinolones_tonnes is highly correlated with number_of_countries and 14 other fields | High correlation |
penicillins_tonnes is highly correlated with number_of_countries and 16 other fields | High correlation |
pleuromutilins_tonnes is highly correlated with number_of_countries and 17 other fields | High correlation |
polypeptides_tonnes is highly correlated with number_of_countries and 14 other fields | High correlation |
quinoxalines_tonnes is highly correlated with arsenicals_tonnes and 5 other fields | High correlation |
streptogramins_tonnes is highly correlated with arsenicals_tonnes and 9 other fields | High correlation |
sulfonamides__including_trimethoprim_tonnes is highly correlated with number_of_countries and 15 other fields | High correlation |
tetracyclines_tonnes is highly correlated with number_of_countries and 17 other fields | High correlation |
others_tonnes is highly correlated with number_of_countries and 16 other fields | High correlation |
aggregated_class_data_tonnes is highly correlated with amphenicols_tonnes and 12 other fields | High correlation |
number_of_countries is highly correlated with lincosamides_tonnes and 1 other fields | High correlation |
aminoglycosides_tonnes is highly correlated with amphenicols_tonnes and 15 other fields | High correlation |
amphenicols_tonnes is highly correlated with aminoglycosides_tonnes and 14 other fields | High correlation |
arsenicals_tonnes is highly correlated with 1_2_gen__cephalosporins_tonnes and 10 other fields | High correlation |
cephalosporins__all_generations_tonnes is highly correlated with aminoglycosides_tonnes and 14 other fields | High correlation |
1_2_gen__cephalosporins_tonnes is highly correlated with aminoglycosides_tonnes and 10 other fields | High correlation |
3_4_gen_cephalosporins_tonnes is highly correlated with aminoglycosides_tonnes and 13 other fields | High correlation |
fluoroquinolones_tonnes is highly correlated with aminoglycosides_tonnes and 16 other fields | High correlation |
glycophospholipids_tonnes is highly correlated with quinoxalines_tonnes and 2 other fields | High correlation |
lincosamides_tonnes is highly correlated with number_of_countries and 16 other fields | High correlation |
macrolides_tonnes is highly correlated with aminoglycosides_tonnes and 17 other fields | High correlation |
nitrofurans_tonnes is highly correlated with aminoglycosides_tonnes and 17 other fields | High correlation |
orthosomycins_tonnes is highly correlated with aminoglycosides_tonnes and 17 other fields | High correlation |
other_quinolones_tonnes is highly correlated with number_of_countries and 16 other fields | High correlation |
penicillins_tonnes is highly correlated with aminoglycosides_tonnes and 15 other fields | High correlation |
pleuromutilins_tonnes is highly correlated with aminoglycosides_tonnes and 18 other fields | High correlation |
polypeptides_tonnes is highly correlated with aminoglycosides_tonnes and 17 other fields | High correlation |
quinoxalines_tonnes is highly correlated with arsenicals_tonnes and 8 other fields | High correlation |
streptogramins_tonnes is highly correlated with arsenicals_tonnes and 8 other fields | High correlation |
sulfonamides__including_trimethoprim_tonnes is highly correlated with aminoglycosides_tonnes and 15 other fields | High correlation |
tetracyclines_tonnes is highly correlated with aminoglycosides_tonnes and 18 other fields | High correlation |
others_tonnes is highly correlated with aminoglycosides_tonnes and 17 other fields | High correlation |
aggregated_class_data_tonnes is highly correlated with 1_2_gen__cephalosporins_tonnes and 1 other fields | High correlation |
number_of_countries is highly correlated with aminoglycosides_tonnes and 12 other fields | High correlation |
aminoglycosides_tonnes is highly correlated with number_of_countries and 12 other fields | High correlation |
amphenicols_tonnes is highly correlated with number_of_countries and 14 other fields | High correlation |
arsenicals_tonnes is highly correlated with macrolides_tonnes and 5 other fields | High correlation |
cephalosporins__all_generations_tonnes is highly correlated with number_of_countries and 14 other fields | High correlation |
1_2_gen__cephalosporins_tonnes is highly correlated with number_of_countries and 14 other fields | High correlation |
3_4_gen_cephalosporins_tonnes is highly correlated with number_of_countries and 15 other fields | High correlation |
fluoroquinolones_tonnes is highly correlated with number_of_countries and 14 other fields | High correlation |
lincosamides_tonnes is highly correlated with number_of_countries and 17 other fields | High correlation |
macrolides_tonnes is highly correlated with number_of_countries and 16 other fields | High correlation |
nitrofurans_tonnes is highly correlated with number_of_countries and 3 other fields | High correlation |
orthosomycins_tonnes is highly correlated with arsenicals_tonnes and 9 other fields | High correlation |
other_quinolones_tonnes is highly correlated with number_of_countries and 11 other fields | High correlation |
penicillins_tonnes is highly correlated with number_of_countries and 13 other fields | High correlation |
pleuromutilins_tonnes is highly correlated with number_of_countries and 16 other fields | High correlation |
polypeptides_tonnes is highly correlated with arsenicals_tonnes and 11 other fields | High correlation |
quinoxalines_tonnes is highly correlated with arsenicals_tonnes and 5 other fields | High correlation |
streptogramins_tonnes is highly correlated with arsenicals_tonnes and 7 other fields | High correlation |
sulfonamides__including_trimethoprim_tonnes is highly correlated with aminoglycosides_tonnes and 12 other fields | High correlation |
tetracyclines_tonnes is highly correlated with number_of_countries and 17 other fields | High correlation |
others_tonnes is highly correlated with amphenicols_tonnes and 10 other fields | High correlation |
aggregated_class_data_tonnes is highly correlated with cephalosporins__all_generations_tonnes and 7 other fields | High correlation |
scope is highly correlated with number_of_countries | High correlation |
region is highly correlated with arsenicals_tonnes and 4 other fields | High correlation |
number_of_countries is highly correlated with scope and 20 other fields | High correlation |
aminoglycosides_tonnes is highly correlated with number_of_countries and 20 other fields | High correlation |
amphenicols_tonnes is highly correlated with number_of_countries and 18 other fields | High correlation |
arsenicals_tonnes is highly correlated with region and 11 other fields | High correlation |
cephalosporins__all_generations_tonnes is highly correlated with number_of_countries and 18 other fields | High correlation |
1_2_gen__cephalosporins_tonnes is highly correlated with number_of_countries and 17 other fields | High correlation |
3_4_gen_cephalosporins_tonnes is highly correlated with region and 14 other fields | High correlation |
fluoroquinolones_tonnes is highly correlated with number_of_countries and 20 other fields | High correlation |
glycopeptides_tonnes is highly correlated with region and 2 other fields | High correlation |
glycophospholipids_tonnes is highly correlated with number_of_countries and 14 other fields | High correlation |
lincosamides_tonnes is highly correlated with number_of_countries and 18 other fields | High correlation |
macrolides_tonnes is highly correlated with number_of_countries and 21 other fields | High correlation |
nitrofurans_tonnes is highly correlated with number_of_countries and 16 other fields | High correlation |
orthosomycins_tonnes is highly correlated with number_of_countries and 19 other fields | High correlation |
other_quinolones_tonnes is highly correlated with number_of_countries and 17 other fields | High correlation |
penicillins_tonnes is highly correlated with number_of_countries and 19 other fields | High correlation |
pleuromutilins_tonnes is highly correlated with number_of_countries and 18 other fields | High correlation |
polypeptides_tonnes is highly correlated with number_of_countries and 21 other fields | High correlation |
quinoxalines_tonnes is highly correlated with region and 11 other fields | High correlation |
streptogramins_tonnes is highly correlated with region and 11 other fields | High correlation |
sulfonamides__including_trimethoprim_tonnes is highly correlated with number_of_countries and 18 other fields | High correlation |
tetracyclines_tonnes is highly correlated with number_of_countries and 21 other fields | High correlation |
others_tonnes is highly correlated with number_of_countries and 21 other fields | High correlation |
aggregated_class_data_tonnes is highly correlated with number_of_countries and 15 other fields | High correlation |
aminoglycosides_tonnes has 2 (13.3%) missing values | Missing |
amphenicols_tonnes has 2 (13.3%) missing values | Missing |
arsenicals_tonnes has 2 (13.3%) missing values | Missing |
cephalosporins__all_generations_tonnes has 2 (13.3%) missing values | Missing |
1_2_gen__cephalosporins_tonnes has 2 (13.3%) missing values | Missing |
3_4_gen_cephalosporins_tonnes has 2 (13.3%) missing values | Missing |
fluoroquinolones_tonnes has 2 (13.3%) missing values | Missing |
glycopeptides_tonnes has 2 (13.3%) missing values | Missing |
glycophospholipids_tonnes has 2 (13.3%) missing values | Missing |
lincosamides_tonnes has 2 (13.3%) missing values | Missing |
macrolides_tonnes has 2 (13.3%) missing values | Missing |
nitrofurans_tonnes has 2 (13.3%) missing values | Missing |
orthosomycins_tonnes has 2 (13.3%) missing values | Missing |
other_quinolones_tonnes has 2 (13.3%) missing values | Missing |
penicillins_tonnes has 2 (13.3%) missing values | Missing |
pleuromutilins_tonnes has 2 (13.3%) missing values | Missing |
polypeptides_tonnes has 2 (13.3%) missing values | Missing |
quinoxalines_tonnes has 2 (13.3%) missing values | Missing |
streptogramins_tonnes has 2 (13.3%) missing values | Missing |
sulfonamides__including_trimethoprim_tonnes has 2 (13.3%) missing values | Missing |
tetracyclines_tonnes has 2 (13.3%) missing values | Missing |
others_tonnes has 2 (13.3%) missing values | Missing |
aggregated_class_data_tonnes has 2 (13.3%) missing values | Missing |
scope is uniformly distributed | Uniform |
region is uniformly distributed | Uniform |
number_of_countries has 2 (13.3%) zeros | Zeros |
aminoglycosides_tonnes has 2 (13.3%) zeros | Zeros |
amphenicols_tonnes has 3 (20.0%) zeros | Zeros |
cephalosporins__all_generations_tonnes has 4 (26.7%) zeros | Zeros |
1_2_gen__cephalosporins_tonnes has 5 (33.3%) zeros | Zeros |
3_4_gen_cephalosporins_tonnes has 5 (33.3%) zeros | Zeros |
fluoroquinolones_tonnes has 3 (20.0%) zeros | Zeros |
glycophospholipids_tonnes has 6 (40.0%) zeros | Zeros |
lincosamides_tonnes has 2 (13.3%) zeros | Zeros |
macrolides_tonnes has 1 (6.7%) zeros | Zeros |
nitrofurans_tonnes has 6 (40.0%) zeros | Zeros |
orthosomycins_tonnes has 6 (40.0%) zeros | Zeros |
other_quinolones_tonnes has 5 (33.3%) zeros | Zeros |
penicillins_tonnes has 1 (6.7%) zeros | Zeros |
pleuromutilins_tonnes has 4 (26.7%) zeros | Zeros |
polypeptides_tonnes has 1 (6.7%) zeros | Zeros |
quinoxalines_tonnes has 8 (53.3%) zeros | Zeros |
streptogramins_tonnes has 4 (26.7%) zeros | Zeros |
sulfonamides__including_trimethoprim_tonnes has 1 (6.7%) zeros | Zeros |
others_tonnes has 3 (20.0%) zeros | Zeros |
aggregated_class_data_tonnes has 4 (26.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-19 20:08:30.208264 |
|---|---|
| Analysis finished | 2023-01-19 20:10:10.927923 |
| Duration | 1 minute and 40.72 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 3 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 248.0 B |
| AGP | |
|---|---|
| All | |
| Terrestrial Food Producing |
Length
| Max length | 26 |
|---|---|
| Median length | 3 |
| Mean length | 10.66666667 |
| Min length | 3 |
Characters and Unicode
| Total characters | 160 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AGP |
|---|---|
| 2nd row | AGP |
| 3rd row | AGP |
| 4th row | AGP |
| 5th row | AGP |
Common Values
| Value | Count | Frequency (%) |
| AGP | 5 | |
| All | 5 | |
| Terrestrial Food Producing | 5 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| agp | 5 | |
| all | 5 | |
| terrestrial | 5 | |
| food | 5 | |
| producing | 5 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 20 | |
| l | 15 | 9.4% |
| o | 15 | 9.4% |
| A | 10 | 6.2% |
| d | 10 | 6.2% |
| 10 | 6.2% | |
| i | 10 | 6.2% |
| e | 10 | 6.2% |
| P | 10 | 6.2% |
| s | 5 | 3.1% |
| Other values (9) | 45 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 115 | |
| Uppercase Letter | 35 | 21.9% |
| Space Separator | 10 | 6.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 20 | |
| l | 15 | |
| o | 15 | |
| d | 10 | |
| i | 10 | |
| e | 10 | |
| s | 5 | 4.3% |
| t | 5 | 4.3% |
| a | 5 | 4.3% |
| u | 5 | 4.3% |
| Other values (3) | 15 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 10 | |
| P | 10 | |
| G | 5 | |
| F | 5 | |
| T | 5 |
Space Separator
| Value | Count | Frequency (%) |
| 10 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 150 | |
| Common | 10 | 6.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 20 | |
| l | 15 | 10.0% |
| o | 15 | 10.0% |
| A | 10 | 6.7% |
| d | 10 | 6.7% |
| i | 10 | 6.7% |
| e | 10 | 6.7% |
| P | 10 | 6.7% |
| s | 5 | 3.3% |
| t | 5 | 3.3% |
| Other values (8) | 40 |
Common
| Value | Count | Frequency (%) |
| 10 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 160 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 20 | |
| l | 15 | 9.4% |
| o | 15 | 9.4% |
| A | 10 | 6.2% |
| d | 10 | 6.2% |
| 10 | 6.2% | |
| i | 10 | 6.2% |
| e | 10 | 6.2% |
| P | 10 | 6.2% |
| s | 5 | 3.1% |
| Other values (9) | 45 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 248.0 B |
| Africa | |
|---|---|
| Americas | |
| Asia, Far East and Oceania | |
| Europe | |
| Middle East |
Length
| Max length | 26 |
|---|---|
| Median length | 11 |
| Mean length | 11.4 |
| Min length | 6 |
Characters and Unicode
| Total characters | 171 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Africa |
|---|---|
| 2nd row | Americas |
| 3rd row | Asia, Far East and Oceania |
| 4th row | Europe |
| 5th row | Middle East |
Common Values
| Value | Count | Frequency (%) |
| Africa | 3 | |
| Americas | 3 | |
| Asia, Far East and Oceania | 3 | |
| Europe | 3 | |
| Middle East | 3 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| east | 6 | |
| africa | 3 | |
| americas | 3 | |
| asia | 3 | |
| far | 3 | |
| and | 3 | |
| oceania | 3 | |
| europe | 3 | |
| middle | 3 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 27 | |
| i | 15 | 8.8% |
| 15 | 8.8% | |
| r | 12 | 7.0% |
| e | 12 | 7.0% |
| s | 12 | 7.0% |
| A | 9 | 5.3% |
| c | 9 | 5.3% |
| E | 9 | 5.3% |
| d | 9 | 5.3% |
| Other values (12) | 42 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 126 | |
| Uppercase Letter | 27 | 15.8% |
| Space Separator | 15 | 8.8% |
| Other Punctuation | 3 | 1.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 27 | |
| i | 15 | |
| r | 12 | |
| e | 12 | |
| s | 12 | |
| c | 9 | 7.1% |
| d | 9 | 7.1% |
| t | 6 | 4.8% |
| n | 6 | 4.8% |
| u | 3 | 2.4% |
| Other values (5) | 15 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 9 | |
| E | 9 | |
| M | 3 | 11.1% |
| F | 3 | 11.1% |
| O | 3 | 11.1% |
Space Separator
| Value | Count | Frequency (%) |
| 15 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 153 | |
| Common | 18 | 10.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 27 | |
| i | 15 | |
| r | 12 | 7.8% |
| e | 12 | 7.8% |
| s | 12 | 7.8% |
| A | 9 | 5.9% |
| c | 9 | 5.9% |
| E | 9 | 5.9% |
| d | 9 | 5.9% |
| t | 6 | 3.9% |
| Other values (10) | 33 |
Common
| Value | Count | Frequency (%) |
| 15 | ||
| , | 3 | 16.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 171 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 27 | |
| i | 15 | 8.8% |
| 15 | 8.8% | |
| r | 12 | 7.0% |
| e | 12 | 7.0% |
| s | 12 | 7.0% |
| A | 9 | 5.3% |
| c | 9 | 5.3% |
| E | 9 | 5.3% |
| d | 9 | 5.3% |
| Other values (12) | 42 |
number_of_countries
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 12 |
|---|---|
| Distinct (%) | 80.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.53333333 |
| Minimum | 0 |
|---|---|
| Maximum | 41 |
| Zeros | 2 |
| Zeros (%) | 13.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 15 |
| 95-th percentile | 29.1 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 11.48829632 |
|---|---|
| Coefficient of variation (CV) | 1.090661043 |
| Kurtosis | 2.306322695 |
| Mean | 10.53333333 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.520864849 |
| Sum | 158 |
| Variance | 131.9809524 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 6 | 2 | |
| 0 | 2 | |
| 5 | 1 | |
| 24 | 1 | |
| 19 | 1 | |
| 22 | 1 | |
| 41 | 1 | |
| 3 | 1 | |
| 11 | 1 | |
| Other values (2) | 2 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 2 | |
| 3 | 1 | |
| 5 | 1 | |
| 6 | 2 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 19 | 1 | |
| 22 | 1 |
| Value | Count | Frequency (%) |
| 41 | 1 | |
| 24 | 1 | |
| 22 | 1 | |
| 19 | 1 | |
| 11 | 1 | |
| 10 | 1 | |
| 9 | 1 | |
| 6 | 2 | |
| 5 | 1 | |
| 3 | 1 |
aminoglycosides_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 12 |
|---|---|
| Distinct (%) | 92.3% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 324.6236978 |
| Minimum | 0 |
|---|---|
| Maximum | 1425.663333 |
| Zeros | 2 |
| Zeros (%) | 13.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.97 |
| median | 33.65154354 |
| Q3 | 527.6433177 |
| 95-th percentile | 1296.684861 |
| Maximum | 1425.663333 |
| Range | 1425.663333 |
| Interquartile range (IQR) | 524.6733177 |
Descriptive statistics
| Standard deviation | 501.9562068 |
|---|---|
| Coefficient of variation (CV) | 1.546270991 |
| Kurtosis | 0.8525411644 |
| Mean | 324.6236978 |
| Median Absolute Deviation (MAD) | 33.65154354 |
| Skewness | 1.462623508 |
| Sum | 4220.108071 |
| Variance | 251960.0335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.707 | 1 | |
| 33.65154354 | 1 | |
| 762.3757826 | 1 | |
| 1425.663333 | 1 | |
| 527.6433177 | 1 | |
| 4.651 | 1 | |
| 3.8016855 | 1 | |
| 166.5074041 | 1 | |
| 1210.699213 | 1 | |
| Other values (2) | 2 | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.707 | 1 | |
| 2.97 | 1 | |
| 3.8016855 | 1 | |
| 4.651 | 1 | |
| 33.65154354 | 1 | |
| 81.43779199 | 1 | |
| 166.5074041 | 1 | |
| 527.6433177 | 1 | |
| 762.3757826 | 1 |
| Value | Count | Frequency (%) |
| 1425.663333 | 1 | |
| 1210.699213 | 1 | |
| 762.3757826 | 1 | |
| 527.6433177 | 1 | |
| 166.5074041 | 1 | |
| 81.43779199 | 1 | |
| 33.65154354 | 1 | |
| 4.651 | 1 | |
| 3.8016855 | 1 | |
| 2.97 | 1 |
amphenicols_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 11 |
|---|---|
| Distinct (%) | 84.6% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 438.8205738 |
| Minimum | 0 |
|---|---|
| Maximum | 2422.624924 |
| Zeros | 3 |
| Zeros (%) | 20.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.5 |
| median | 20.41030729 |
| Q3 | 243.8731763 |
| 95-th percentile | 2253.931439 |
| Maximum | 2422.624924 |
| Range | 2422.624924 |
| Interquartile range (IQR) | 242.3731763 |
Descriptive statistics
| Standard deviation | 845.0328321 |
|---|---|
| Coefficient of variation (CV) | 1.925691006 |
| Kurtosis | 2.614525618 |
| Mean | 438.8205738 |
| Median Absolute Deviation (MAD) | 20.41030729 |
| Skewness | 1.971631879 |
| Sum | 5704.667459 |
| Variance | 714080.4873 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 20.41030729 | 1 | 6.7% |
| 739.797925 | 1 | 6.7% |
| 2422.624924 | 1 | 6.7% |
| 243.8731763 | 1 | 6.7% |
| 1.6 | 1 | 6.7% |
| 9.3548 | 1 | 6.7% |
| 96.02734378 | 1 | 6.7% |
| 2141.469115 | 1 | 6.7% |
| 28.0098675 | 1 | 6.7% |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1.5 | 1 | 6.7% |
| 1.6 | 1 | 6.7% |
| 9.3548 | 1 | 6.7% |
| 20.41030729 | 1 | 6.7% |
| 28.0098675 | 1 | 6.7% |
| 96.02734378 | 1 | 6.7% |
| 243.8731763 | 1 | 6.7% |
| 739.797925 | 1 | 6.7% |
| 2141.469115 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 2422.624924 | 1 | |
| 2141.469115 | 1 | |
| 739.797925 | 1 | |
| 243.8731763 | 1 | |
| 96.02734378 | 1 | |
| 28.0098675 | 1 | |
| 20.41030729 | 1 | |
| 9.3548 | 1 | |
| 1.6 | 1 | |
| 1.5 | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 30.8% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Memory size | 248.0 B |
| 0.0 | |
|---|---|
| 74.44 | |
| 51.9 | |
| 0.011 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.615384615 |
| Min length | 3 |
Characters and Unicode
| Total characters | 47 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 7.7% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 74.44 |
| 4th row | 0.011 |
| 5th row | 51.9 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 8 | |
| 74.44 | 2 | 13.3% |
| 51.9 | 2 | 13.3% |
| 0.011 | 1 | 6.7% |
| (Missing) | 2 | 13.3% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 8 | |
| 74.44 | 2 | 15.4% |
| 51.9 | 2 | 15.4% |
| 0.011 | 1 | 7.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18 | |
| . | 13 | |
| 4 | 6 | 12.8% |
| 1 | 4 | 8.5% |
| 7 | 2 | 4.3% |
| 5 | 2 | 4.3% |
| 9 | 2 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 34 | |
| Other Punctuation | 13 | 27.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 4 | 6 | 17.6% |
| 1 | 4 | 11.8% |
| 7 | 2 | 5.9% |
| 5 | 2 | 5.9% |
| 9 | 2 | 5.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 13 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 47 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 18 | |
| . | 13 | |
| 4 | 6 | 12.8% |
| 1 | 4 | 8.5% |
| 7 | 2 | 4.3% |
| 5 | 2 | 4.3% |
| 9 | 2 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 47 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 18 | |
| . | 13 | |
| 4 | 6 | 12.8% |
| 1 | 4 | 8.5% |
| 7 | 2 | 4.3% |
| 5 | 2 | 4.3% |
| 9 | 2 | 4.3% |
cephalosporins__all_generations_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 10 |
|---|---|
| Distinct (%) | 76.9% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.16635219 |
| Minimum | 0 |
|---|---|
| Maximum | 421.6469074 |
| Zeros | 4 |
| Zeros (%) | 26.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.752115809 |
| Q3 | 49.93894543 |
| 95-th percentile | 352.6165799 |
| Maximum | 421.6469074 |
| Range | 421.6469074 |
| Interquartile range (IQR) | 49.93894543 |
Descriptive statistics
| Standard deviation | 135.4947452 |
|---|---|
| Coefficient of variation (CV) | 1.851872359 |
| Kurtosis | 3.40928203 |
| Mean | 73.16635219 |
| Median Absolute Deviation (MAD) | 1.752115809 |
| Skewness | 2.063558357 |
| Sum | 951.1625784 |
| Variance | 18358.82599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 10.0178996 | 1 | 6.7% |
| 116.2741046 | 1 | 6.7% |
| 421.6469074 | 1 | 6.7% |
| 44.66010395 | 1 | 6.7% |
| 0.2 | 1 | 6.7% |
| 0.07614 | 1 | 6.7% |
| 49.93894543 | 1 | 6.7% |
| 306.5963617 | 1 | 6.7% |
| 1.752115809 | 1 | 6.7% |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 0.07614 | 1 | 6.7% |
| 0.2 | 1 | 6.7% |
| 1.752115809 | 1 | 6.7% |
| 10.0178996 | 1 | 6.7% |
| 44.66010395 | 1 | 6.7% |
| 49.93894543 | 1 | 6.7% |
| 116.2741046 | 1 | 6.7% |
| 306.5963617 | 1 | 6.7% |
| 421.6469074 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 421.6469074 | 1 | 6.7% |
| 306.5963617 | 1 | 6.7% |
| 116.2741046 | 1 | 6.7% |
| 49.93894543 | 1 | 6.7% |
| 44.66010395 | 1 | 6.7% |
| 10.0178996 | 1 | 6.7% |
| 1.752115809 | 1 | 6.7% |
| 0.2 | 1 | 6.7% |
| 0.07614 | 1 | 6.7% |
| 0 | 4 |
1_2_gen__cephalosporins_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 9 |
|---|---|
| Distinct (%) | 69.2% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.1849347 |
| Minimum | 0 |
|---|---|
| Maximum | 55.61275646 |
| Zeros | 5 |
| Zeros (%) | 33.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.02649 |
| Q3 | 25.71769227 |
| 95-th percentile | 48.1501622 |
| Maximum | 55.61275646 |
| Range | 55.61275646 |
| Interquartile range (IQR) | 25.71769227 |
Descriptive statistics
| Standard deviation | 19.16804799 |
|---|---|
| Coefficient of variation (CV) | 1.453784067 |
| Kurtosis | 0.505232692 |
| Mean | 13.1849347 |
| Median Absolute Deviation (MAD) | 0.02649 |
| Skewness | 1.270684416 |
| Sum | 171.4041511 |
| Variance | 367.4140637 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.02649 | 1 | 6.7% |
| 55.61275646 | 1 | 6.7% |
| 27.30885937 | 1 | 6.7% |
| 25.71769227 | 1 | 6.7% |
| 0.002 | 1 | 6.7% |
| 43.17509936 | 1 | 6.7% |
| 17.31580741 | 1 | 6.7% |
| 2.2454462 | 1 | 6.7% |
| (Missing) | 2 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.002 | 1 | 6.7% |
| 0.02649 | 1 | 6.7% |
| 2.2454462 | 1 | 6.7% |
| 17.31580741 | 1 | 6.7% |
| 25.71769227 | 1 | 6.7% |
| 27.30885937 | 1 | 6.7% |
| 43.17509936 | 1 | 6.7% |
| 55.61275646 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 55.61275646 | 1 | 6.7% |
| 43.17509936 | 1 | 6.7% |
| 27.30885937 | 1 | 6.7% |
| 25.71769227 | 1 | 6.7% |
| 17.31580741 | 1 | 6.7% |
| 2.2454462 | 1 | 6.7% |
| 0.02649 | 1 | 6.7% |
| 0.002 | 1 | 6.7% |
| 0 | 5 |
3_4_gen_cephalosporins_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 9 |
|---|---|
| Distinct (%) | 69.2% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.47783667 |
| Minimum | 0 |
|---|---|
| Maximum | 303.072048 |
| Zeros | 5 |
| Zeros (%) | 33.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.0874096 |
| Q3 | 17.56630867 |
| 95-th percentile | 294.7971517 |
| Maximum | 303.072048 |
| Range | 303.072048 |
| Interquartile range (IQR) | 17.56630867 |
Descriptive statistics
| Standard deviation | 109.8133531 |
|---|---|
| Coefficient of variation (CV) | 2.219445322 |
| Kurtosis | 3.178847201 |
| Mean | 49.47783667 |
| Median Absolute Deviation (MAD) | 0.0874096 |
| Skewness | 2.157785512 |
| Sum | 643.2118767 |
| Variance | 12058.97253 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.0874096 | 1 | 6.7% |
| 25.31620049 | 1 | 6.7% |
| 303.072048 | 1 | 6.7% |
| 17.56630867 | 1 | 6.7% |
| 0.00034 | 1 | 6.7% |
| 6.762846066 | 1 | 6.7% |
| 289.2805542 | 1 | 6.7% |
| 1.126169609 | 1 | 6.7% |
| (Missing) | 2 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.00034 | 1 | 6.7% |
| 0.0874096 | 1 | 6.7% |
| 1.126169609 | 1 | 6.7% |
| 6.762846066 | 1 | 6.7% |
| 17.56630867 | 1 | 6.7% |
| 25.31620049 | 1 | 6.7% |
| 289.2805542 | 1 | 6.7% |
| 303.072048 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 303.072048 | 1 | 6.7% |
| 289.2805542 | 1 | 6.7% |
| 25.31620049 | 1 | 6.7% |
| 17.56630867 | 1 | 6.7% |
| 6.762846066 | 1 | 6.7% |
| 1.126169609 | 1 | 6.7% |
| 0.0874096 | 1 | 6.7% |
| 0.00034 | 1 | 6.7% |
| 0 | 5 |
fluoroquinolones_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 11 |
|---|---|
| Distinct (%) | 84.6% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 175.4904353 |
| Minimum | 0 |
|---|---|
| Maximum | 867.5345785 |
| Zeros | 3 |
| Zeros (%) | 20.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.16 |
| median | 21.7742 |
| Q3 | 219.0016683 |
| 95-th percentile | 631.832986 |
| Maximum | 867.5345785 |
| Range | 867.5345785 |
| Interquartile range (IQR) | 218.8416683 |
Descriptive statistics
| Standard deviation | 265.8389248 |
|---|---|
| Coefficient of variation (CV) | 1.514834266 |
| Kurtosis | 2.910419822 |
| Mean | 175.4904353 |
| Median Absolute Deviation (MAD) | 21.7742 |
| Skewness | 1.773605196 |
| Sum | 2281.375659 |
| Variance | 70670.33394 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 91.39779791 | 1 | 6.7% |
| 428.5454852 | 1 | 6.7% |
| 867.5345785 | 1 | 6.7% |
| 219.0016683 | 1 | 6.7% |
| 0.729 | 1 | 6.7% |
| 21.7742 | 1 | 6.7% |
| 173.1715619 | 1 | 6.7% |
| 474.698591 | 1 | 6.7% |
| 4.362775862 | 1 | 6.7% |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 0.16 | 1 | 6.7% |
| 0.729 | 1 | 6.7% |
| 4.362775862 | 1 | 6.7% |
| 21.7742 | 1 | 6.7% |
| 91.39779791 | 1 | 6.7% |
| 173.1715619 | 1 | 6.7% |
| 219.0016683 | 1 | 6.7% |
| 428.5454852 | 1 | 6.7% |
| 474.698591 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 867.5345785 | 1 | |
| 474.698591 | 1 | |
| 428.5454852 | 1 | |
| 219.0016683 | 1 | |
| 173.1715619 | 1 | |
| 91.39779791 | 1 | |
| 21.7742 | 1 | |
| 4.362775862 | 1 | |
| 0.729 | 1 | |
| 0.16 | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 38.5% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Memory size | 248.0 B |
| 0.0 | |
|---|---|
| 1.0 | |
| 0.503 | |
| 0.345 | |
| 0.255 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.461538462 |
| Min length | 3 |
Characters and Unicode
| Total characters | 45 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 30.8% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 9 | |
| 1.0 | 1 | 6.7% |
| 0.503 | 1 | 6.7% |
| 0.345 | 1 | 6.7% |
| 0.255 | 1 | 6.7% |
| (Missing) | 2 | 13.3% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 9 | |
| 1.0 | 1 | 7.7% |
| 0.503 | 1 | 7.7% |
| 0.345 | 1 | 7.7% |
| 0.255 | 1 | 7.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 13 | |
| 5 | 4 | 8.9% |
| 3 | 2 | 4.4% |
| 1 | 1 | 2.2% |
| 4 | 1 | 2.2% |
| 2 | 1 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 32 | |
| Other Punctuation | 13 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 23 | |
| 5 | 4 | 12.5% |
| 3 | 2 | 6.2% |
| 1 | 1 | 3.1% |
| 4 | 1 | 3.1% |
| 2 | 1 | 3.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 13 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 45 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 13 | |
| 5 | 4 | 8.9% |
| 3 | 2 | 4.4% |
| 1 | 1 | 2.2% |
| 4 | 1 | 2.2% |
| 2 | 1 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 45 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 13 | |
| 5 | 4 | 8.9% |
| 3 | 2 | 4.4% |
| 1 | 1 | 2.2% |
| 4 | 1 | 2.2% |
| 2 | 1 | 2.2% |
glycophospholipids_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 7 |
|---|---|
| Distinct (%) | 53.8% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.77978566 |
| Minimum | 0 |
|---|---|
| Maximum | 110 |
| Zeros | 6 |
| Zeros (%) | 40.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.084 |
| Q3 | 97.183 |
| 95-th percentile | 110 |
| Maximum | 110 |
| Range | 110 |
| Interquartile range (IQR) | 97.183 |
Descriptive statistics
| Standard deviation | 48.52181089 |
|---|---|
| Coefficient of variation (CV) | 1.356123576 |
| Kurtosis | -1.36942214 |
| Mean | 35.77978566 |
| Median Absolute Deviation (MAD) | 0.084 |
| Skewness | 0.8399107686 |
| Sum | 465.1372136 |
| Variance | 2354.366132 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 110 | 2 | 13.3% |
| 13.90780678 | 1 | 6.7% |
| 97.183 | 1 | 6.7% |
| 34.70140678 | 1 | 6.7% |
| 99.261 | 1 | 6.7% |
| 0.084 | 1 | 6.7% |
| (Missing) | 2 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.084 | 1 | 6.7% |
| 13.90780678 | 1 | 6.7% |
| 34.70140678 | 1 | 6.7% |
| 97.183 | 1 | 6.7% |
| 99.261 | 1 | 6.7% |
| 110 | 2 | 13.3% |
| Value | Count | Frequency (%) |
| 110 | 2 | 13.3% |
| 99.261 | 1 | 6.7% |
| 97.183 | 1 | 6.7% |
| 34.70140678 | 1 | 6.7% |
| 13.90780678 | 1 | 6.7% |
| 0.084 | 1 | 6.7% |
| 0 | 6 |
lincosamides_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 12 |
|---|---|
| Distinct (%) | 92.3% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 146.5878759 |
| Minimum | 0 |
|---|---|
| Maximum | 647.3119386 |
| Zeros | 2 |
| Zeros (%) | 13.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.06 |
| median | 10.19814494 |
| Q3 | 303.6764393 |
| 95-th percentile | 553.4903228 |
| Maximum | 647.3119386 |
| Range | 647.3119386 |
| Interquartile range (IQR) | 303.6164393 |
Descriptive statistics
| Standard deviation | 227.3344375 |
|---|---|
| Coefficient of variation (CV) | 1.550840655 |
| Kurtosis | 0.4042254992 |
| Mean | 146.5878759 |
| Median Absolute Deviation (MAD) | 10.19814494 |
| Skewness | 1.330786063 |
| Sum | 1905.642387 |
| Variance | 51680.94647 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 22.0210782 | 1 | |
| 0.21 | 1 | |
| 1.36453 | 1 | |
| 379.6739961 | 1 | |
| 647.3119386 | 1 | |
| 303.6764393 | 1 | |
| 0.06 | 1 | |
| 0.0289 | 1 | |
| 50.15478039 | 1 | |
| Other values (2) | 2 | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.0289 | 1 | |
| 0.06 | 1 | |
| 0.21 | 1 | |
| 1.36453 | 1 | |
| 10.19814494 | 1 | |
| 22.0210782 | 1 | |
| 50.15478039 | 1 | |
| 303.6764393 | 1 | |
| 379.6739961 | 1 |
| Value | Count | Frequency (%) |
| 647.3119386 | 1 | |
| 490.942579 | 1 | |
| 379.6739961 | 1 | |
| 303.6764393 | 1 | |
| 50.15478039 | 1 | |
| 22.0210782 | 1 | |
| 10.19814494 | 1 | |
| 1.36453 | 1 | |
| 0.21 | 1 | |
| 0.06 | 1 |
macrolides_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 760.3804033 |
| Minimum | 0 |
|---|---|
| Maximum | 3981.087715 |
| Zeros | 1 |
| Zeros (%) | 6.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.674 |
| Q1 | 25.8593 |
| median | 78.34148013 |
| Q3 | 1174.582 |
| 95-th percentile | 2871.066891 |
| Maximum | 3981.087715 |
| Range | 3981.087715 |
| Interquartile range (IQR) | 1148.7227 |
Descriptive statistics
| Standard deviation | 1185.042827 |
|---|---|
| Coefficient of variation (CV) | 1.558486807 |
| Kurtosis | 4.001273457 |
| Mean | 760.3804033 |
| Median Absolute Deviation (MAD) | 78.34148013 |
| Skewness | 1.99084562 |
| Sum | 9884.945243 |
| Variance | 1404326.502 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | 6.7% |
| 62.46305199 | 1 | 6.7% |
| 1174.582 | 1 | 6.7% |
| 78.34148013 | 1 | 6.7% |
| 1472.387546 | 1 | 6.7% |
| 3981.087715 | 1 | 6.7% |
| 565.3769924 | 1 | 6.7% |
| 8.01 | 1 | 6.7% |
| 25.8593 | 1 | 6.7% |
| 307.9485399 | 1 | 6.7% |
| Other values (3) | 3 | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 7.79 | 1 | |
| 8.01 | 1 | |
| 25.8593 | 1 | |
| 62.46305199 | 1 | |
| 70.04560975 | 1 | |
| 78.34148013 | 1 | |
| 307.9485399 | 1 | |
| 565.3769924 | 1 | |
| 1174.582 | 1 |
| Value | Count | Frequency (%) |
| 3981.087715 | 1 | |
| 2131.053008 | 1 | |
| 1472.387546 | 1 | |
| 1174.582 | 1 | |
| 565.3769924 | 1 | |
| 307.9485399 | 1 | |
| 78.34148013 | 1 | |
| 70.04560975 | 1 | |
| 62.46305199 | 1 | |
| 25.8593 | 1 |
nitrofurans_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 8 |
|---|---|
| Distinct (%) | 61.5% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.326421156 |
| Minimum | 0 |
|---|---|
| Maximum | 3.2116587 |
| Zeros | 6 |
| Zeros (%) | 40.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.001 |
| Q3 | 0.16666 |
| 95-th percentile | 1.53231096 |
| Maximum | 3.2116587 |
| Range | 3.2116587 |
| Interquartile range (IQR) | 0.16666 |
Descriptive statistics
| Standard deviation | 0.8774455909 |
|---|---|
| Coefficient of variation (CV) | 2.688078192 |
| Kurtosis | 12.21315084 |
| Mean | 0.326421156 |
| Median Absolute Deviation (MAD) | 0.001 |
| Skewness | 3.4599527 |
| Sum | 4.243475028 |
| Variance | 0.7699107651 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.16666 | 1 | 6.7% |
| 0.303410528 | 1 | 6.7% |
| 3.2116587 | 1 | 6.7% |
| 0.4127458 | 1 | 6.7% |
| 0.01 | 1 | 6.7% |
| 0.138 | 1 | 6.7% |
| 0.001 | 1 | 6.7% |
| (Missing) | 2 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.001 | 1 | 6.7% |
| 0.01 | 1 | 6.7% |
| 0.138 | 1 | 6.7% |
| 0.16666 | 1 | 6.7% |
| 0.303410528 | 1 | 6.7% |
| 0.4127458 | 1 | 6.7% |
| 3.2116587 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 3.2116587 | 1 | 6.7% |
| 0.4127458 | 1 | 6.7% |
| 0.303410528 | 1 | 6.7% |
| 0.16666 | 1 | 6.7% |
| 0.138 | 1 | 6.7% |
| 0.01 | 1 | 6.7% |
| 0.001 | 1 | 6.7% |
| 0 | 6 |
orthosomycins_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 8 |
|---|---|
| Distinct (%) | 61.5% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.643115023 |
| Minimum | 0 |
|---|---|
| Maximum | 40.708 |
| Zeros | 6 |
| Zeros (%) | 40.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3.353 |
| Q3 | 18.715525 |
| 95-th percentile | 33.04344859 |
| Maximum | 40.708 |
| Range | 40.708 |
| Interquartile range (IQR) | 18.715525 |
Descriptive statistics
| Standard deviation | 13.88251932 |
|---|---|
| Coefficient of variation (CV) | 1.43963017 |
| Kurtosis | 0.4542383464 |
| Mean | 9.643115023 |
| Median Absolute Deviation (MAD) | 3.353 |
| Skewness | 1.303843008 |
| Sum | 125.3604953 |
| Variance | 192.7243426 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 3.64222265 | 1 | 6.7% |
| 26.195 | 1 | 6.7% |
| 27.93374765 | 1 | 6.7% |
| 40.708 | 1 | 6.7% |
| 4.813 | 1 | 6.7% |
| 18.715525 | 1 | 6.7% |
| 3.353 | 1 | 6.7% |
| (Missing) | 2 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 3.353 | 1 | 6.7% |
| 3.64222265 | 1 | 6.7% |
| 4.813 | 1 | 6.7% |
| 18.715525 | 1 | 6.7% |
| 26.195 | 1 | 6.7% |
| 27.93374765 | 1 | 6.7% |
| 40.708 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 40.708 | 1 | 6.7% |
| 27.93374765 | 1 | 6.7% |
| 26.195 | 1 | 6.7% |
| 18.715525 | 1 | 6.7% |
| 4.813 | 1 | 6.7% |
| 3.64222265 | 1 | 6.7% |
| 3.353 | 1 | 6.7% |
| 0 | 6 |
other_quinolones_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 9 |
|---|---|
| Distinct (%) | 69.2% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.277799327 |
| Minimum | 0 |
|---|---|
| Maximum | 20.504566 |
| Zeros | 5 |
| Zeros (%) | 33.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.1 |
| Q3 | 3.9355 |
| 95-th percentile | 19.56556675 |
| Maximum | 20.504566 |
| Range | 20.504566 |
| Interquartile range (IQR) | 3.9355 |
Descriptive statistics
| Standard deviation | 7.257159324 |
|---|---|
| Coefficient of variation (CV) | 1.696470257 |
| Kurtosis | 1.946834055 |
| Mean | 4.277799327 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 1.776893607 |
| Sum | 55.61139125 |
| Variance | 52.66636146 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.83929 | 1 | 6.7% |
| 8.016018 | 1 | 6.7% |
| 20.504566 | 1 | 6.7% |
| 18.93956725 | 1 | 6.7% |
| 0.1 | 1 | 6.7% |
| 0.06985 | 1 | 6.7% |
| 3.9355 | 1 | 6.7% |
| 3.2066 | 1 | 6.7% |
| (Missing) | 2 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.06985 | 1 | 6.7% |
| 0.1 | 1 | 6.7% |
| 0.83929 | 1 | 6.7% |
| 3.2066 | 1 | 6.7% |
| 3.9355 | 1 | 6.7% |
| 8.016018 | 1 | 6.7% |
| 18.93956725 | 1 | 6.7% |
| 20.504566 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 20.504566 | 1 | 6.7% |
| 18.93956725 | 1 | 6.7% |
| 8.016018 | 1 | 6.7% |
| 3.9355 | 1 | 6.7% |
| 3.2066 | 1 | 6.7% |
| 0.83929 | 1 | 6.7% |
| 0.1 | 1 | 6.7% |
| 0.06985 | 1 | 6.7% |
| 0 | 5 |
penicillins_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1069.321626 |
| Minimum | 0 |
|---|---|
| Maximum | 5809.31073 |
| Zeros | 1 |
| Zeros (%) | 6.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.015 |
| Q1 | 4.881 |
| median | 139.483171 |
| Q3 | 1851.932388 |
| 95-th percentile | 4421.436841 |
| Maximum | 5809.31073 |
| Range | 5809.31073 |
| Interquartile range (IQR) | 1847.051388 |
Descriptive statistics
| Standard deviation | 1793.298079 |
|---|---|
| Coefficient of variation (CV) | 1.67704275 |
| Kurtosis | 3.400307725 |
| Mean | 1069.321626 |
| Median Absolute Deviation (MAD) | 139.458171 |
| Skewness | 1.930032604 |
| Sum | 13901.18113 |
| Variance | 3215918.001 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | 6.7% |
| 0.025 | 1 | 6.7% |
| 7.174 | 1 | 6.7% |
| 139.483171 | 1 | 6.7% |
| 1851.932388 | 1 | 6.7% |
| 5809.31073 | 1 | 6.7% |
| 1957.191246 | 1 | 6.7% |
| 4.881 | 1 | 6.7% |
| 23.96869235 | 1 | 6.7% |
| 401.5405669 | 1 | 6.7% |
| Other values (3) | 3 | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.025 | 1 | |
| 2.525 | 1 | |
| 4.881 | 1 | |
| 7.174 | 1 | |
| 23.96869235 | 1 | |
| 139.483171 | 1 | |
| 206.9617572 | 1 | |
| 401.5405669 | 1 | |
| 1851.932388 | 1 |
| Value | Count | Frequency (%) |
| 5809.31073 | 1 | |
| 3496.187582 | 1 | |
| 1957.191246 | 1 | |
| 1851.932388 | 1 | |
| 401.5405669 | 1 | |
| 206.9617572 | 1 | |
| 139.483171 | 1 | |
| 23.96869235 | 1 | |
| 7.174 | 1 | |
| 4.881 | 1 |
pleuromutilins_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 10 |
|---|---|
| Distinct (%) | 76.9% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 204.6781319 |
| Minimum | 0 |
|---|---|
| Maximum | 1161.891315 |
| Zeros | 4 |
| Zeros (%) | 26.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 15.7585171 |
| Q3 | 225.3743949 |
| 95-th percentile | 848.5778435 |
| Maximum | 1161.891315 |
| Range | 1161.891315 |
| Interquartile range (IQR) | 225.3743949 |
Descriptive statistics
| Standard deviation | 346.6248646 |
|---|---|
| Coefficient of variation (CV) | 1.693511961 |
| Kurtosis | 4.555674791 |
| Mean | 204.6781319 |
| Median Absolute Deviation (MAD) | 15.7585171 |
| Skewness | 2.135356394 |
| Sum | 2660.815715 |
| Variance | 120148.7968 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 37.98285687 | 1 | 6.7% |
| 12.399 | 1 | 6.7% |
| 3.6 | 1 | 6.7% |
| 369.8776425 | 1 | 6.7% |
| 1161.891315 | 1 | 6.7% |
| 194.2297932 | 1 | 6.7% |
| 225.3743949 | 1 | 6.7% |
| 639.7021959 | 1 | 6.7% |
| 15.7585171 | 1 | 6.7% |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 3.6 | 1 | 6.7% |
| 12.399 | 1 | 6.7% |
| 15.7585171 | 1 | 6.7% |
| 37.98285687 | 1 | 6.7% |
| 194.2297932 | 1 | 6.7% |
| 225.3743949 | 1 | 6.7% |
| 369.8776425 | 1 | 6.7% |
| 639.7021959 | 1 | 6.7% |
| 1161.891315 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 1161.891315 | 1 | 6.7% |
| 639.7021959 | 1 | 6.7% |
| 369.8776425 | 1 | 6.7% |
| 225.3743949 | 1 | 6.7% |
| 194.2297932 | 1 | 6.7% |
| 37.98285687 | 1 | 6.7% |
| 15.7585171 | 1 | 6.7% |
| 12.399 | 1 | 6.7% |
| 3.6 | 1 | 6.7% |
| 0 | 4 |
polypeptides_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 596.1801997 |
| Minimum | 0 |
|---|---|
| Maximum | 3055.98336 |
| Zeros | 1 |
| Zeros (%) | 6.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.03 |
| Q1 | 8.007412247 |
| median | 169.3996694 |
| Q3 | 502.087349 |
| 95-th percentile | 2270.589757 |
| Maximum | 3055.98336 |
| Range | 3055.98336 |
| Interquartile range (IQR) | 494.0799367 |
Descriptive statistics
| Standard deviation | 939.9529373 |
|---|---|
| Coefficient of variation (CV) | 1.576625553 |
| Kurtosis | 3.106691695 |
| Mean | 596.1801997 |
| Median Absolute Deviation (MAD) | 169.3496694 |
| Skewness | 1.881214376 |
| Sum | 7750.342596 |
| Variance | 883511.5243 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.134 | 1 | 6.7% |
| 502.087349 | 1 | 6.7% |
| 1514.758 | 1 | 6.7% |
| 50.47709385 | 1 | 6.7% |
| 1746.994022 | 1 | 6.7% |
| 3055.98336 | 1 | 6.7% |
| 234.4524684 | 1 | 6.7% |
| 0.05 | 1 | 6.7% |
| 8.007412247 | 1 | 6.7% |
| 169.3996694 | 1 | 6.7% |
| Other values (3) | 3 | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.05 | 1 | |
| 0.134 | 1 | |
| 8.007412247 | 1 | |
| 22.64061055 | 1 | |
| 50.47709385 | 1 | |
| 169.3996694 | 1 | |
| 234.4524684 | 1 | |
| 445.3586104 | 1 | |
| 502.087349 | 1 |
| Value | Count | Frequency (%) |
| 3055.98336 | 1 | |
| 1746.994022 | 1 | |
| 1514.758 | 1 | |
| 502.087349 | 1 | |
| 445.3586104 | 1 | |
| 234.4524684 | 1 | |
| 169.3996694 | 1 | |
| 50.47709385 | 1 | |
| 22.64061055 | 1 | |
| 8.007412247 | 1 |
quinoxalines_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 6 |
|---|---|
| Distinct (%) | 46.2% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 208.7578462 |
| Minimum | 0 |
|---|---|
| Maximum | 1346.323 |
| Zeros | 8 |
| Zeros (%) | 53.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 20.372 |
| 95-th percentile | 1325.857 |
| Maximum | 1346.323 |
| Range | 1346.323 |
| Interquartile range (IQR) | 20.372 |
Descriptive statistics
| Standard deviation | 497.4582347 |
|---|---|
| Coefficient of variation (CV) | 2.382943893 |
| Kurtosis | 3.224424654 |
| Mean | 208.7578462 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.177522672 |
| Sum | 2713.852 |
| Variance | 247464.6952 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 1312.213 | 1 | 6.7% |
| 34.794 | 1 | 6.7% |
| 1346.323 | 1 | 6.7% |
| 0.15 | 1 | 6.7% |
| 20.372 | 1 | 6.7% |
| (Missing) | 2 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.15 | 1 | 6.7% |
| 20.372 | 1 | 6.7% |
| 34.794 | 1 | 6.7% |
| 1312.213 | 1 | 6.7% |
| 1346.323 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 1346.323 | 1 | 6.7% |
| 1312.213 | 1 | 6.7% |
| 34.794 | 1 | 6.7% |
| 20.372 | 1 | 6.7% |
| 0.15 | 1 | 6.7% |
| 0 | 8 |
streptogramins_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 10 |
|---|---|
| Distinct (%) | 76.9% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.18255024 |
| Minimum | 0 |
|---|---|
| Maximum | 473.259 |
| Zeros | 4 |
| Zeros (%) | 26.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.272 |
| Q3 | 5.06369 |
| 95-th percentile | 468.1686 |
| Maximum | 473.259 |
| Range | 473.259 |
| Interquartile range (IQR) | 5.06369 |
Descriptive statistics
| Standard deviation | 175.2858013 |
|---|---|
| Coefficient of variation (CV) | 2.362898023 |
| Kurtosis | 3.220157481 |
| Mean | 74.18255024 |
| Median Absolute Deviation (MAD) | 0.272 |
| Skewness | 2.176798213 |
| Sum | 964.3731531 |
| Variance | 30725.11214 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 4.86238653 | 1 | 6.7% |
| 464.775 | 1 | 6.7% |
| 0.004 | 1 | 6.7% |
| 14.06707653 | 1 | 6.7% |
| 473.259 | 1 | 6.7% |
| 1.968 | 1 | 6.7% |
| 0.102 | 1 | 6.7% |
| 5.06369 | 1 | 6.7% |
| 0.272 | 1 | 6.7% |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 0.004 | 1 | 6.7% |
| 0.102 | 1 | 6.7% |
| 0.272 | 1 | 6.7% |
| 1.968 | 1 | 6.7% |
| 4.86238653 | 1 | 6.7% |
| 5.06369 | 1 | 6.7% |
| 14.06707653 | 1 | 6.7% |
| 464.775 | 1 | 6.7% |
| 473.259 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 473.259 | 1 | 6.7% |
| 464.775 | 1 | 6.7% |
| 14.06707653 | 1 | 6.7% |
| 5.06369 | 1 | 6.7% |
| 4.86238653 | 1 | 6.7% |
| 1.968 | 1 | 6.7% |
| 0.272 | 1 | 6.7% |
| 0.102 | 1 | 6.7% |
| 0.004 | 1 | 6.7% |
| 0 | 4 |
sulfonamides__including_trimethoprim_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 405.5551322 |
| Minimum | 0 |
|---|---|
| Maximum | 1892.112046 |
| Zeros | 1 |
| Zeros (%) | 6.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.462 |
| Q1 | 2.245 |
| median | 103.4303775 |
| Q3 | 741.2669018 |
| 95-th percentile | 1577.52616 |
| Maximum | 1892.112046 |
| Range | 1892.112046 |
| Interquartile range (IQR) | 739.0219018 |
Descriptive statistics
| Standard deviation | 616.5296625 |
|---|---|
| Coefficient of variation (CV) | 1.520211714 |
| Kurtosis | 1.744417239 |
| Mean | 405.5551322 |
| Median Absolute Deviation (MAD) | 102.3053775 |
| Skewness | 1.61305708 |
| Sum | 5272.216719 |
| Variance | 380108.8247 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.863 | 1 | 6.7% |
| 0 | 1 | 6.7% |
| 0.77 | 1 | 6.7% |
| 103.4303775 | 1 | 6.7% |
| 796.4145453 | 1 | 6.7% |
| 1892.112046 | 1 | 6.7% |
| 741.2669018 | 1 | 6.7% |
| 2.245 | 1 | 6.7% |
| 39.24808051 | 1 | 6.7% |
| 158.2108304 | 1 | 6.7% |
| Other values (3) | 3 | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.77 | 1 | |
| 1.125 | 1 | |
| 2.245 | 1 | |
| 3.863 | 1 | |
| 39.24808051 | 1 | |
| 103.4303775 | 1 | |
| 158.2108304 | 1 | |
| 165.7287011 | 1 | |
| 741.2669018 | 1 |
| Value | Count | Frequency (%) |
| 1892.112046 | 1 | |
| 1367.802237 | 1 | |
| 796.4145453 | 1 | |
| 741.2669018 | 1 | |
| 165.7287011 | 1 | |
| 158.2108304 | 1 | |
| 103.4303775 | 1 | |
| 39.24808051 | 1 | |
| 3.863 | 1 | |
| 2.245 | 1 |
tetracyclines_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3403.409211 |
| Minimum | 3.902 |
|---|---|
| Maximum | 16562.58734 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 3.902 |
|---|---|
| 5-th percentile | 4.44840734 |
| Q1 | 10.79 |
| median | 548.0339444 |
| Q3 | 2778.476279 |
| 95-th percentile | 13995.83633 |
| Maximum | 16562.58734 |
| Range | 16558.68534 |
| Interquartile range (IQR) | 2767.686279 |
Descriptive statistics
| Standard deviation | 5487.09672 |
|---|---|
| Coefficient of variation (CV) | 1.612235373 |
| Kurtosis | 1.813938781 |
| Mean | 3403.409211 |
| Median Absolute Deviation (MAD) | 543.2212655 |
| Skewness | 1.698052112 |
| Sum | 44244.31975 |
| Variance | 30108230.42 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.902 | 1 | 6.7% |
| 4.8126789 | 1 | 6.7% |
| 12284.669 | 1 | 6.7% |
| 740.3480467 | 1 | 6.7% |
| 8517.692808 | 1 | 6.7% |
| 16562.58734 | 1 | 6.7% |
| 2320.569042 | 1 | 6.7% |
| 10.79 | 1 | 6.7% |
| 99.31643683 | 1 | 6.7% |
| 548.0339444 | 1 | 6.7% |
| Other values (3) | 3 | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 3.902 | 1 | |
| 4.8126789 | 1 | |
| 8.023 | 1 | |
| 10.79 | 1 | |
| 99.31643683 | 1 | |
| 365.0991754 | 1 | |
| 548.0339444 | 1 | |
| 740.3480467 | 1 | |
| 2320.569042 | 1 | |
| 2778.476279 | 1 |
| Value | Count | Frequency (%) |
| 16562.58734 | 1 | |
| 12284.669 | 1 | |
| 8517.692808 | 1 | |
| 2778.476279 | 1 | |
| 2320.569042 | 1 | |
| 740.3480467 | 1 | |
| 548.0339444 | 1 | |
| 365.0991754 | 1 | |
| 99.31643683 | 1 | |
| 10.79 | 1 |
others_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 11 |
|---|---|
| Distinct (%) | 84.6% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 117.3016726 |
| Minimum | 0 |
|---|---|
| Maximum | 691.9261727 |
| Zeros | 3 |
| Zeros (%) | 20.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.7595822 |
| median | 23.377208 |
| Q3 | 67.88025437 |
| 95-th percentile | 543.7673264 |
| Maximum | 691.9261727 |
| Range | 691.9261727 |
| Interquartile range (IQR) | 67.12067217 |
Descriptive statistics
| Standard deviation | 214.8329145 |
|---|---|
| Coefficient of variation (CV) | 1.831456532 |
| Kurtosis | 3.963988093 |
| Mean | 117.3016726 |
| Median Absolute Deviation (MAD) | 23.377208 |
| Skewness | 2.1328394 |
| Sum | 1524.921744 |
| Variance | 46153.18114 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 19.25 | 1 | 6.7% |
| 221.4178 | 1 | 6.7% |
| 23.58468415 | 1 | 6.7% |
| 444.9947622 | 1 | 6.7% |
| 691.9261727 | 1 | 6.7% |
| 67.88025437 | 1 | 6.7% |
| 3.1968 | 1 | 6.7% |
| 23.377208 | 1 | 6.7% |
| 28.53448 | 1 | 6.7% |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 0.7595822 | 1 | 6.7% |
| 3.1968 | 1 | 6.7% |
| 19.25 | 1 | 6.7% |
| 23.377208 | 1 | 6.7% |
| 23.58468415 | 1 | 6.7% |
| 28.53448 | 1 | 6.7% |
| 67.88025437 | 1 | 6.7% |
| 221.4178 | 1 | 6.7% |
| 444.9947622 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 691.9261727 | 1 | |
| 444.9947622 | 1 | |
| 221.4178 | 1 | |
| 67.88025437 | 1 | |
| 28.53448 | 1 | |
| 23.58468415 | 1 | |
| 23.377208 | 1 | |
| 19.25 | 1 | |
| 3.1968 | 1 | |
| 0.7595822 | 1 |
aggregated_class_data_tonnes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 9 |
|---|---|
| Distinct (%) | 69.2% |
| Missing | 2 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 151.5719188 |
| Minimum | 0 |
|---|---|
| Maximum | 1342.566904 |
| Zeros | 4 |
| Zeros (%) | 26.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 248.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2.112 |
| Q3 | 136.05182 |
| 95-th percentile | 664.5663616 |
| Maximum | 1342.566904 |
| Range | 1342.566904 |
| Interquartile range (IQR) | 136.05182 |
Descriptive statistics
| Standard deviation | 365.9097415 |
|---|---|
| Coefficient of variation (CV) | 2.414099818 |
| Kurtosis | 11.57936955 |
| Mean | 151.5719188 |
| Median Absolute Deviation (MAD) | 2.112 |
| Skewness | 3.341953919 |
| Sum | 1970.434944 |
| Variance | 133889.9389 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 2.112 | 2 | |
| 212.566 | 1 | 6.7% |
| 1342.566904 | 1 | 6.7% |
| 177.2729 | 1 | 6.7% |
| 10.4142 | 1 | 6.7% |
| 87.28412 | 1 | 6.7% |
| 136.05182 | 1 | 6.7% |
| 0.055 | 1 | 6.7% |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 0.055 | 1 | 6.7% |
| 2.112 | 2 | |
| 10.4142 | 1 | 6.7% |
| 87.28412 | 1 | 6.7% |
| 136.05182 | 1 | 6.7% |
| 177.2729 | 1 | 6.7% |
| 212.566 | 1 | 6.7% |
| 1342.566904 | 1 | 6.7% |
| Value | Count | Frequency (%) |
| 1342.566904 | 1 | 6.7% |
| 212.566 | 1 | 6.7% |
| 177.2729 | 1 | 6.7% |
| 136.05182 | 1 | 6.7% |
| 87.28412 | 1 | 6.7% |
| 10.4142 | 1 | 6.7% |
| 2.112 | 2 | |
| 0.055 | 1 | 6.7% |
| 0 | 4 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| scope | region | number_of_countries | aminoglycosides_tonnes | amphenicols_tonnes | arsenicals_tonnes | cephalosporins__all_generations_tonnes | 1_2_gen__cephalosporins_tonnes | 3_4_gen_cephalosporins_tonnes | fluoroquinolones_tonnes | glycopeptides_tonnes | glycophospholipids_tonnes | lincosamides_tonnes | macrolides_tonnes | nitrofurans_tonnes | orthosomycins_tonnes | other_quinolones_tonnes | penicillins_tonnes | pleuromutilins_tonnes | polypeptides_tonnes | quinoxalines_tonnes | streptogramins_tonnes | sulfonamides__including_trimethoprim_tonnes | tetracyclines_tonnes | others_tonnes | aggregated_class_data_tonnes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | AGP | Africa | 1.0 | 0.000000 | 0.000000 | 0.000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.134000 | 0.000 | 0.000000 | 3.863000 | 3.902000 | 19.250000 | 2.112000 |
| 1 | AGP | Americas | 5.0 | 0.000000 | 0.000000 | 0.000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000 | 13.907807 | 22.021078 | 62.463052 | 0.000000 | 3.642223 | 0.000000 | 0.025000 | 37.982857 | 502.087349 | 0.000 | 4.862387 | 0.000000 | 4.812679 | 221.417800 | 212.566000 |
| 2 | AGP | Asia, Far East and Oceania | 6.0 | 0.707000 | 0.000000 | 74.440 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000 | 97.183000 | 0.210000 | 1174.582000 | 0.000000 | 26.195000 | 0.000000 | 7.174000 | 12.399000 | 1514.758000 | 1312.213 | 464.775000 | 0.770000 | 12284.669000 | 0.000000 | 0.000000 |
| 3 | AGP | Europe | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | AGP | Middle East | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | All | Africa | 24.0 | 33.651544 | 20.410307 | 0.011 | 10.017900 | 0.026490 | 0.087410 | 91.397798 | 1.000 | 110.000000 | 1.364530 | 78.341480 | 0.166660 | 0.000000 | 0.839290 | 139.483171 | 3.600000 | 50.477094 | 0.000 | 0.004000 | 103.430377 | 740.348047 | 23.584684 | 2.112000 |
| 6 | All | Americas | 19.0 | 762.375783 | 739.797925 | 51.900 | 116.274105 | 55.612756 | 25.316200 | 428.545485 | 0.000 | 34.701407 | 379.673996 | 1472.387546 | 0.303411 | 27.933748 | 8.016018 | 1851.932388 | 369.877642 | 1746.994022 | 34.794 | 14.067077 | 796.414545 | 8517.692808 | 444.994762 | 1342.566904 |
| 7 | All | Asia, Far East and Oceania | 22.0 | 1425.663333 | 2422.624924 | 74.440 | 421.646907 | 27.308859 | 303.072048 | 867.534578 | 0.000 | 99.261000 | 647.311939 | 3981.087715 | 3.211659 | 40.708000 | 20.504566 | 5809.310730 | 1161.891315 | 3055.983360 | 1346.323 | 473.259000 | 1892.112046 | 16562.587336 | 691.926173 | 177.272900 |
| 8 | All | Europe | 41.0 | 527.643318 | 243.873176 | 0.000 | 44.660104 | 25.717692 | 17.566309 | 219.001668 | 0.503 | 0.084000 | 303.676439 | 565.376992 | 0.412746 | 4.813000 | 18.939567 | 1957.191246 | 194.229793 | 234.452468 | 0.000 | 1.968000 | 741.266902 | 2320.569042 | 67.880254 | 10.414200 |
| 9 | All | Middle East | 3.0 | 4.651000 | 1.600000 | 0.000 | 0.200000 | 0.000000 | 0.000000 | 0.729000 | 0.345 | 0.000000 | 0.060000 | 8.010000 | 0.010000 | 0.000000 | 0.100000 | 4.881000 | 0.000000 | 0.050000 | 0.150 | 0.102000 | 2.245000 | 10.790000 | 0.000000 | 0.000000 |
Last rows
| scope | region | number_of_countries | aminoglycosides_tonnes | amphenicols_tonnes | arsenicals_tonnes | cephalosporins__all_generations_tonnes | 1_2_gen__cephalosporins_tonnes | 3_4_gen_cephalosporins_tonnes | fluoroquinolones_tonnes | glycopeptides_tonnes | glycophospholipids_tonnes | lincosamides_tonnes | macrolides_tonnes | nitrofurans_tonnes | orthosomycins_tonnes | other_quinolones_tonnes | penicillins_tonnes | pleuromutilins_tonnes | polypeptides_tonnes | quinoxalines_tonnes | streptogramins_tonnes | sulfonamides__including_trimethoprim_tonnes | tetracyclines_tonnes | others_tonnes | aggregated_class_data_tonnes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5 | All | Africa | 24.0 | 33.651544 | 20.410307 | 0.011 | 10.017900 | 0.026490 | 0.087410 | 91.397798 | 1.000 | 110.000000 | 1.364530 | 78.341480 | 0.166660 | 0.000000 | 0.839290 | 139.483171 | 3.600000 | 50.477094 | 0.000 | 0.004000 | 103.430377 | 740.348047 | 23.584684 | 2.112000 |
| 6 | All | Americas | 19.0 | 762.375783 | 739.797925 | 51.900 | 116.274105 | 55.612756 | 25.316200 | 428.545485 | 0.000 | 34.701407 | 379.673996 | 1472.387546 | 0.303411 | 27.933748 | 8.016018 | 1851.932388 | 369.877642 | 1746.994022 | 34.794 | 14.067077 | 796.414545 | 8517.692808 | 444.994762 | 1342.566904 |
| 7 | All | Asia, Far East and Oceania | 22.0 | 1425.663333 | 2422.624924 | 74.440 | 421.646907 | 27.308859 | 303.072048 | 867.534578 | 0.000 | 99.261000 | 647.311939 | 3981.087715 | 3.211659 | 40.708000 | 20.504566 | 5809.310730 | 1161.891315 | 3055.983360 | 1346.323 | 473.259000 | 1892.112046 | 16562.587336 | 691.926173 | 177.272900 |
| 8 | All | Europe | 41.0 | 527.643318 | 243.873176 | 0.000 | 44.660104 | 25.717692 | 17.566309 | 219.001668 | 0.503 | 0.084000 | 303.676439 | 565.376992 | 0.412746 | 4.813000 | 18.939567 | 1957.191246 | 194.229793 | 234.452468 | 0.000 | 1.968000 | 741.266902 | 2320.569042 | 67.880254 | 10.414200 |
| 9 | All | Middle East | 3.0 | 4.651000 | 1.600000 | 0.000 | 0.200000 | 0.000000 | 0.000000 | 0.729000 | 0.345 | 0.000000 | 0.060000 | 8.010000 | 0.010000 | 0.000000 | 0.100000 | 4.881000 | 0.000000 | 0.050000 | 0.150 | 0.102000 | 2.245000 | 10.790000 | 0.000000 | 0.000000 |
| 10 | Terrestrial Food Producing | Africa | 6.0 | 3.801686 | 9.354800 | 0.000 | 0.076140 | 0.002000 | 0.000340 | 21.774200 | 0.000 | 110.000000 | 0.028900 | 25.859300 | 0.138000 | 0.000000 | 0.069850 | 23.968692 | 0.000000 | 8.007412 | 0.000 | 0.000000 | 39.248081 | 99.316437 | 3.196800 | 0.000000 |
| 11 | Terrestrial Food Producing | Americas | 11.0 | 166.507404 | 96.027344 | 51.900 | 49.938945 | 43.175099 | 6.762846 | 173.171562 | 0.000 | 0.000000 | 50.154780 | 307.948540 | 0.000000 | 18.715525 | 0.000000 | 401.540567 | 225.374395 | 169.399669 | 0.000 | 5.063690 | 158.210830 | 548.033944 | 23.377208 | 87.284120 |
| 12 | Terrestrial Food Producing | Asia, Far East and Oceania | 9.0 | 1210.699213 | 2141.469115 | 0.000 | 306.596362 | 17.315807 | 289.280554 | 474.698591 | 0.000 | 0.000000 | 490.942579 | 2131.053008 | 0.000000 | 3.353000 | 3.935500 | 3496.187582 | 639.702196 | 445.358610 | 20.372 | 0.272000 | 1367.802237 | 2778.476279 | 28.534480 | 136.051820 |
| 13 | Terrestrial Food Producing | Europe | 10.0 | 81.437792 | 28.009867 | 0.000 | 1.752116 | 2.245446 | 1.126170 | 4.362776 | 0.000 | 0.000000 | 10.198145 | 70.045610 | 0.001000 | 0.000000 | 3.206600 | 206.961757 | 15.758517 | 22.640611 | 0.000 | 0.000000 | 165.728701 | 365.099175 | 0.759582 | 0.055000 |
| 14 | Terrestrial Food Producing | Middle East | 1.0 | 2.970000 | 1.500000 | 0.000 | 0.000000 | 0.000000 | 0.000000 | 0.160000 | 0.255 | 0.000000 | 0.000000 | 7.790000 | 0.000000 | 0.000000 | 0.000000 | 2.525000 | 0.000000 | 0.000000 | 0.000 | 0.000000 | 1.125000 | 8.023000 | 0.000000 | 0.000000 |